InterviewStack.io LogoInterviewStack.io

Service Level Objectives and Error Budgets Questions

Comprehensive coverage of Service Level Indicators, Service Level Objectives, Service Level Agreements, and error budgets, covering both conceptual foundations and practical operationalization. Candidates should be able to define each construct, explain how to select and instrument meaningful indicators such as availability, latency percentiles, throughput, and error rate, and choose appropriate measurement windows and targets. Expect to compute error budgets from objective targets, convert objective percentages into allowed downtime or error time over observation windows, calculate burn and burn rate, and describe how error budget policies gate releases, influence rollback and mitigation decisions, and drive prioritization between feature work and reliability work. Topics include monitoring and alerting design aligned to objectives, distinguishing noisy symptomatic alerts from objective driven alerts, dashboarding and real time tracking, observability and instrumentation considerations, progressive delivery patterns such as canary deployments and feature flags to protect an error budget, and on call and incident response practices including blameless post incident review and SLO adjustments. At senior levels be prepared to discuss trade offs between reliability and velocity, aligning infrastructure investment with objective targets, governance and policy across multiple teams and dependent services, handling seasonality and edge cases, and metrics design to avoid gaming or misinterpretation while translating objectives into actionable runbooks and organizational policies.

MediumTechnical
77 practiced
Black Friday traffic will spike 10x for a retail service. Propose an approach to SLOs for this seasonal event including whether to temporarily adjust targets, measurement windows, synthetic tests, and communication with stakeholders.
EasyTechnical
89 practiced
Compute the allowed downtime in hours and minutes for an availability SLO of 99.9% over the following windows: 30 days, 7 days, and 24 hours. Show the calculation steps, explain unit conversions, and briefly state why the same percentage can imply different operational urgency depending on window length.
MediumTechnical
84 practiced
You are negotiating an external SLA with financial penalties but your internal SLO target is more aggressive. Explain how you would align the two, document responsibilities, and handle cases where internal SLO changes might affect customer SLA commitments.
HardTechnical
89 practiced
Telemetry gaps occur in multiple regions due to a sidecar outage, causing missing SLI samples for 6 hours. Describe robust strategies to compute meaningful SLOs during and after the outage, including imputation, confidence intervals, synthetic tests, and preventing incorrect burn attribution.
MediumTechnical
71 practiced
Implement a Python function that consumes a CSV time series of downtime seconds per minute for the last 60 days and computes the current burn rate against a specified SLO window in days and SLO availability percentage. Outline input format, edge cases, and complexity assumptions. You do not need to provide full code but describe algorithm and key steps.

Unlock Full Question Bank

Get access to hundreds of Service Level Objectives and Error Budgets interview questions and detailed answers.

Sign in to Continue

Join thousands of developers preparing for their dream job.